what is the best low cost retirement account option for independent contractors whose monthly earnings vary significantly throughout the year
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
what is the best low cost retirement account option for independent contractors whose monthly earnings vary significantly throughout the year
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 Solo 401(k) contribution limits IRS self-employed contribution rules deadlines 2026 Google ↗
IRS SEP IRA contribution limits 2026 self employed SIMPLE IRA rules contribution requirements Google ↗
- One Participant 401k Plans · irs.gov
- Retirement topics - 401(k) and profit-sharing plan contribution limits · irs.gov
- Publication 560 (2025), Retirement Plans for Small Business · irs.gov
- Choosing a Retirement Solution for Your Small Business · dol.gov
- IR-2025-111: 401(k) limit increases to $24,500 for 2026, IRA limit increases to $7,500 · content.govdelivery.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Solo 401(k) contribution limits IRS self-employed contribution rules deadlines 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
IRS SEP IRA contribution limits 2026 self employed SIMPLE IRA rules contribution requirements OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |